{"title":"针对MLP功率侧信道攻击的洗牌对策及软件实现","authors":"Y. Nozaki, M. Yoshikawa","doi":"10.1109/ICECE54449.2021.9674668","DOIUrl":null,"url":null,"abstract":"In recent years, several attack methods for artificial intelligence (AI) have been reported. Therefore, the study of countermeasure against illegal attacks for AI is very important. This study proposes a new countermeasure method against power side-channel based model extraction attacks for AI. The proposed method improves the resistance against power side-channel based model extraction attacks by randomizing the calculation order with shuffling method. Experiments using an actual device indicated that the proposed countermeasure could improve the resistance against power side-channel based model extraction attacks.","PeriodicalId":166178,"journal":{"name":"2021 IEEE 4th International Conference on Electronics and Communication Engineering (ICECE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Shuffling Countermeasure against Power Side-Channel Attack for MLP with Software Implementation\",\"authors\":\"Y. Nozaki, M. Yoshikawa\",\"doi\":\"10.1109/ICECE54449.2021.9674668\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In recent years, several attack methods for artificial intelligence (AI) have been reported. Therefore, the study of countermeasure against illegal attacks for AI is very important. This study proposes a new countermeasure method against power side-channel based model extraction attacks for AI. The proposed method improves the resistance against power side-channel based model extraction attacks by randomizing the calculation order with shuffling method. Experiments using an actual device indicated that the proposed countermeasure could improve the resistance against power side-channel based model extraction attacks.\",\"PeriodicalId\":166178,\"journal\":{\"name\":\"2021 IEEE 4th International Conference on Electronics and Communication Engineering (ICECE)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-12-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE 4th International Conference on Electronics and Communication Engineering (ICECE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICECE54449.2021.9674668\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 4th International Conference on Electronics and Communication Engineering (ICECE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICECE54449.2021.9674668","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Shuffling Countermeasure against Power Side-Channel Attack for MLP with Software Implementation
In recent years, several attack methods for artificial intelligence (AI) have been reported. Therefore, the study of countermeasure against illegal attacks for AI is very important. This study proposes a new countermeasure method against power side-channel based model extraction attacks for AI. The proposed method improves the resistance against power side-channel based model extraction attacks by randomizing the calculation order with shuffling method. Experiments using an actual device indicated that the proposed countermeasure could improve the resistance against power side-channel based model extraction attacks.